李仁軍教授兼系主任

最後更新日期 : 2026-09-04

李仁軍	Jen-Chun Lee
職稱		教授兼電訊工程系系主任
最高學歷		國防大學理工學院電機博士
學術專長		深度學習、數位影像處理、通訊理論、資訊安全
連絡方式		07-3617141#23311
E-mail		i923002@nkust.edu.tw

年份	主題
期刊論文
2025	Lin Chiu-Chin, Pei-Hsuan Chiang, Ke-Hao Chen, Yu-Jen Pan, Chung-Hsien Chen, Wang Yi-Shun, Jen-Chun Lee (2025, Mar). Metallographic Spheroidization Rate Classification byUsing Deep Learning. Engineering Reports. 本人為通訊作者.
2024	Chin-Yuan Lin, Jen-Chun Lee, Shuenn-Jyi Wang, Chung-Shi Chiang and ChaoLung Chou., “Video Detection Method Based on Temporal and Spatial Foundations for Accurate Verification of Authenticity. Electronics”, 13,2132, 2024.
2024	Xiao-Pei Shi, Song-Yih Lin, Min-Lang Yang, Chung-Chi Huang and Jen-Chun Lee, “Image deblurring by multi-scale modified U-Net using dilated convolution.” Science Progress, 107(1), 1-24, 2024.
2023	Huang, Huang-Chu, Ting-Kuang Hu, Jen-Chun Lee, Jao-Chuan Lin, Chung-Hsien Chen, and Chiu-Chin Lin (2023, Feb). Determination of Decarburization Depth Base on Deep Learning Methods. matals, 13, 479. https://doi.org/10.3390/met13030479.
2022	Bang-Jui Wang, Chih-Bin Hsu, Jen-Chun Lee, Shang-Jen Chuang, Chung-Hsien Chen, Te-Ming Tu (2022, Jul). Military Target Detection in Remote Sensing Imagery Based on YOLOv4-Faster. Journal of Imaging Science and Technology, 66(4), 040405-1-040405-9. 本人為通訊作者.
2022	Lin, Chiu-Chin, Chih-Bin Hsu, Jen-Chun Lee, Chung-Hsien Chen, Te-Ming Tu, Huang-Chu Huang (2022, Jul). A Variety of Choice Methods for Image-Based Artistic Rendering. Applied Sciences, 12(13):6710.
2022	Lin, Jao-Chuan, Chih-Bin Hsu, Jen-Chun Lee, Chung-Hsien Chen, Te-Ming Tu (2022, Feb). Dilated Generative Adversarial Networks for Underwater Image Restoration. Journal of Marine Science and Engineering, 10(4):500. 本人為通訊作者.
2021	Jen-Chun Lee, Hsiao-Hung Hsu, Shang-Chi Liu, Chung-Hsien Chen, Huang-Chu Huang (2021, Aug). Fast Image Classification for Grain Size Determination. Metals, 11(10),1547. 本人為第一作者.
2020	Tien-Szu Pan, Huang-Chu Huang, Jen-Chun Lee, Chung-Hsien Chen (2020, Nov). Multi-scale ResNet for Real-time Underwater Object Detection. Signal, Image and Video Processing, 27. (SCI, 36/103, Signal Processing ).
2020	Wei-Hung Wu, Jen-Chun Lee*,Yi-Ming Wang (2020, Sep). A Study of Defect Detection Techniques for Metallographic Images. SENSORS, 20(19), 5593. (SCI, 15/61). 本人為通訊作者.
2018	Ting-Yu Du, Yen-Ting Cho, Jen-Chun Lee*, and Te-Ming Tu (2018, May). An efficient method for more visual-pleasing effect in neural stylized image. Journal of Electronic Imaging. (Accepted).(SCI/EI)
2018	Hong-Jie Zhan, Shang-Jen Chuang, Huang-Chu Huang, and Jen-Chun Lee* (2018, Apr). Dorsal Hand Vein Recognition using Edge Feature. Journal of Chung Cheng Institute of Technology. (Accepted).(EI)
2017	Chao-Lung Chou, Jen-Chun Lee (2017, Dec). Copy-Move Forgery Detection Based on Local Gabor Wavelets Patterns. Advances in Intelligent Systems and Computing, 733,47-56.(EI)
2015	Jen-Chun Lee (2015, Jul). Copy-Move Image Forgery Detection Based on Gabor Magnitude. Journal of Visual Communication and Image Representation, 31,320-334. (SCI).
2015	Jen-Chun Lee*, Chien-Ping Chang, Wei-Kuei Chen (2015, Mar). Detection of Copy-Move Image Forgery using Histogram of Orientated Gradients. Information Sciences. (SCI)
2015	C.-B. Hsu, J.-C. Lee*, S.-J. Chuang and Ping-Yu Kuei (2015, Jan). Gaussian directional pattern for dorsal hand vein recognition. Imaging Science Journal, 63(1), 54-62. (SCI)
2014	Jen-Chun Lee*, Tsung-Ming Lo, Chien-Ping Chang, (2014, Nov). Dorsal hand vein recognition based on directional filter bank. Signal, Image and Video Processing. (SCI)
2014	Wei-Yu Han, Wei-Kuei Chen, Yen-Po Lee, Kuang-shyr Wu, and Jen-Chun Lee (2014, Jun). Iris Recognition Based on Local Mean Decomposition. Applied Mathematics & Information Sciences, 8(11), 217-222. (SCI)
2014	Jen-Chun Lee*, Chien-Ping Chang, and Wei-Kuei Chen (2014, Apr). Palm vein recognition based on directional empirical mode decomposition. Optical Engineering. (SCI)
2014	Jen-Chun Lee*, Ching-Hai Lee, Chih-Bin Hsu, Ping-Yu Kuei and Ko-Chin Chang (2014, Mar). Dorsal hand Vein Recognition based on 2D Gabor Filters. Imaging Science Journal, 62(3), 127-138. (SCI)
2013	Kuang-Shyr Wu, Jen-Chun Lee, Tsung-Ming Lo, Ko-Chin Chang, Chien-Ping Chang (2013, Nov). A secure palm vein recognition system. The Journal of Systems and Software, 86(11), 2870-2876. (SCI)
2013	Wei-Kuei Chen, Jen-Chun Lee*, Wei-Yu Han, Chih-Kuang Shih, and Ko-Chin Chang (2013, Jul). Iris Recognition Based on Bidimensional Empirical Mode Decomposition and Fractal Dimension. Information Sciences, 221,439-451. (SCI)
2012	Wei-Yu Han, and Jen-Chun Lee* (2012, Sep). Palm vein recognition using adaptive Gabor filter. Expert Systems with Applications, 39(18), 13225-13234. (SCI)
2012	Yen-Po Lee, Jen-Chun Lee, Wei-Kuei Chen, Ko-Chin Chang, Ing-Jiunn Su, C. P. Chang (2012, May). High-payload Image Hiding with Quality Recovery Using Tri-way Pixel-value Differencing. Information Sciences, Vol. 191, pp. 214-225. (SCI)
2012	Jen-Chun Lee* (2012, Apr). A Novel Biometric System Based on Palm Vein Image. Pattern Recognition Letters, 33(12), 1520-1528. (SCI)
2011	Chih-Bin Hsu, Shu-Sheng Hao, and Jen-Chun Lee (2011, Aug). Personal Authentication through Dorsal Hand Vein Patterns. Optical Engineering, 50(8), 087201-1–087201-10. (SCI)
2010	Chien-Ping Chang, Ko-Chin Chang, Po Chun Chen, Jen-Chun Lee, and Te-Ming Tu (2010, Oct). Multi-frame Images Fusion with Image Enhancement for Different Focus Points. Journal of Multimedia, 5(5), 528-540. (SCI)
2010	Lee, J. C., Su,Y., Tu, T. M., and Chang, C. P. * (2010, Jun). A Novel Approach to Image Assessment in Iris Recognition System. Imaging Science Journal, 58(3), 136-145. (SCI

年份	主題
研討會論文
2024	Yu-En Tseng, Jao-Chuan Lin, Tz-Jin Huang and Jen-Chun Lee,” Applying Deep Learning To Track The Trajectory Of Barbell Movements In Weightlifting”, (ISASD 2024) International Conference on Intelligent Science and Sustainable Development, July 8 to 11, 2024, Tokyo, Japan.
2023	陳厚錩, 李仁軍, 江中熙, 陳鍾賢, “基於Xception 網路並結合關鍵點檢測所建立的Deepfake 檢測器”, 第28 屆人工智慧與應用研討會 TAAI 2023, 12 月, 2023。
2023	李培聞, 李仁軍, 陳鍾賢, “運用深度學習於舉重運動姿態校正”, 第28屆人工智慧與應用研討會 TAAI 2023, 12月, 2023。
2023	許峯瑜, 楊宇盛, 李仁軍, “運用深度學習於人員進出入管制系統”, 第28 屆人工智慧與應用研討會 TAAI 2023, 12 月, 2023。
2022	Po-Ting Su, Chiu-Chin Lin, Chung-Hsien Chen, Jen-Chun Lee (2022 October), “Automatic Lung Cancer Segmentation based on Deep Learning,” IET International Conference on Engineering Technologies and Applications (IET-ICETA), October 14-16, 2022, Changhua, Taiwan
2022	Ke-Hao Chen, Chiu-Chin Lin, Chung-Hsien Chen, Jen-Chun Lee (2022 October), “Crop Classification on Deep Learning,” IET International Conference on Engineering Technologies and Applications (IET-ICETA), October 14-16, 2022, Changhua, Taiwan
2022	Yu-Kai Wang, Chiu-Chin Lin, Chung-Hsien Chen, Jen-Chun Lee (2022 October), “Lightweight architecture for face recognition system,” IET International Conference on Engineering Technologies and Applications (IET-ICETA), October 14-16, 2022, Changhua, Taiwan
2022	Lu Qing Xiao, Chiu-Chin Lin, Chung-Hsien Chen, Jen-Chun Lee (2022 October), “Steel billet serial number detection based on deep learning,” IET International Conference on Engineering Technologies and Applications (IET-ICETA), October 14-16, 2022, Changhua, Taiwan
2022	Yu-Xiang Zhang, Chiu-Chin Lin, Chung-Hsien Chen, Jen-Chun Lee (2022 October), “Table of Contents Recognition using Deep Learning,” IET International Conference on Engineering Technologies and Applications (IET-ICETA), October 14-16, 2022, Changhua, Taiwan
2022	Chi-Ling Kuo, Chiu-Chin Lin, Chung-Hsien Chen, Jen-Chun Lee (2022 October), “Traditional Chinese scene text recognition,” IET International Conference on Engineering Technologies and Applications (IET-ICETA), October 14-16, 2022, Changhua, Taiwan
2022	Jung-Hung Pan, Chiu-Chin Lin, Chung-Hsien Chen, Jen-Chun Lee (2022 October), “Using Modified YOLOv4 for Military Target Detection,” IET International Conference on Engineering Technologies and Applications (IET-ICETA), October 14-16, 2022, Changhua, Taiwan.

年份/月份	主題
專利
201409	吸管元件，2014年專利證書號碼：M485673
201409	寶特瓶裝置，2014年專利證書號碼：M485876
201408	安全帽帶扣，2014年專利證書號碼：M482981
201407	調味料罐，2014年專利證書號碼：M481670

年份/月份	主題
計畫主持
111/07/01	無人機機構設計研析報告
111/03/01	離岸風場運維之技術報告
110/07/01	自動分析運轉電路設計
109/08/01	監測動態影像控制佈線設計
109/07/01	遠端定位操作模組設計
109/08/01	360度角度環控機板設計
108/01/01	即時水下自動目標識別系統
108/07/01	定位偵測電子電路模組設計
108/07/01	智慧辨識控制系統設計
107/11/ 1	智慧操控系統電路設計
107/10/ 1	感測參數調控模組電路設計
107/10/ 1	數位共通模組電路設計

研究計劃
起訖日期	計畫名稱
2025/12/01~2026/11/30	運用姿態檢測於即時重量訓練學習輔助系統
2024/08/01~2025/07/31	優秀射擊選手的相關運動表現監控
2024/08/01~2025/07/31	運用問題導向教學提升學生學習成效之研究—以AI 機器學習應用課程為例
2023/08/01~2024/07/31	白蝦智慧養殖物聯網系統
2021/05/01~2022/04/30	鋼鐵金相AI辨識技術開發
2020/01/01~2020/12/31	金像瑕疵檢測系統
2020/01/01~2020/12/31	運用多尺度神經網路於離岸風機葉片檢測
2019/01/01~2019/12/31	智慧型三維水下地形測繪及目標識別
2019/01/01~2019/12/31	即時水下自動目標識別系統
2019/01/01~2019/12/31	海洋資源漁撈輔助稽核物聯網(IoT)系統
2018/08/01~2019/07/31	水面艦艇之3D模型建構

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